메뉴 건너뛰기




Volumn 65, Issue 1, 2013, Pages 3-11

Advancement and current status of wear debris analysis for machine condition monitoring: a review

Author keywords

Condition monitoring; Electric machines; Morphol; Wear; Wear debris

Indexed keywords

ARTIFICIAL INTELLIGENCE SYSTEMS; ARTIFICIAL INTELLIGENCE TOOLS; COMPUTER IMAGE ANALYSIS; COMPUTER IMAGES; CONVENTIONAL TECHNIQUES; CURRENT STATUS; DEBRIS FORMATION; HUMAN ERRORS; HUMAN EXPERTISE; HUMAN JUDGMENTS; MACHINE CONDITION MONITORING; MORPHOL; NUMERICAL PARAMETERS; OBJECTIVE METHODS; OFFLINE TEST; SURFACE PARAMETER; WEAR DEBRIS; WEAR DEBRIS ANALYSIS; WEAR PARTICLE CLASSIFICATION; WEAR PARTICLES;

EID: 84873201284     PISSN: 00368792     EISSN: None     Source Type: Journal    
DOI: 10.1108/00368791311292756     Document Type: Article
Times cited : (118)

References (47)
  • 1
    • 0028385338 scopus 로고
    • Advantages of using a distance transform function in the measurement of fractal dimensions by the dilation method
    • Adler, J. and Hancock, D. (1994), “Advantages of using a distance transform function in the measurement of fractal dimensions by the dilation method”, Powder Technology, Vol. 78, pp. 191–6.
    • (1994) Powder Technology , vol.78 , pp. 191-196
    • Adler, J.1    Hancock, D.2
  • 2
    • 0030083436 scopus 로고    scopus 로고
    • Practical contaminant analysis of lubricating oil in a steam turbine-generator
    • Ahn, H.S., Yoon, E.S., Sohn, D.G., Kwon, O.K., Shin, K.S. and Nam, C.H. (1996), “Practical contaminant analysis of lubricating oil in a steam turbine-generator”, Tribology International, Vol. 29 No. 2, pp. 161–8.
    • (1996) Tribology International , vol.29 , Issue.2 , pp. 161-168
    • Ahn, H.S.1    Yoon, E.S.2    Sohn, D.G.3    Kwon, O.K.4    Shin, K.S.5    Nam, C.H.6
  • 4
    • 0019592111 scopus 로고
    • Wear rate prognosis through particle size distribution
    • Beerbower, A. (1981), “Wear rate prognosis through particle size distribution”, ASLE Trans., Vol. 24 No. 3, pp. 285–92.
    • (1981) ASLE Trans. , vol.24 , Issue.3 , pp. 285-292
    • Beerbower, A.1
  • 6
    • 0035982123 scopus 로고    scopus 로고
    • Direct determination of metals in lubricating oil by laser ablation coupled to inductively coupled plasma time-of-flight mass spectrometry
    • Bings, N.H. (2002), “Direct determination of metals in lubricating oil by laser ablation coupled to inductively coupled plasma time-of-flight mass spectrometry”, Journal of Analytical Atomic Spectrometry, Vol. 17, pp. 759–67.
    • (2002) Journal of Analytical Atomic Spectrometry , vol.17 , pp. 759-767
    • Bings, N.H.1
  • 8
    • 0029481177 scopus 로고
    • Two-dimensional fast Fourier transform and power spectrum for surface roughness in three dimensions
    • Dong, W.P. and Stout, K.J. (1995), “Two-dimensional fast Fourier transform and power spectrum for surface roughness in three dimensions”, Proc. Inst. Mech. Engrs., Vol. 209, pp. 381–91.
    • (1995) Proc. Inst. Mech. Engrs. , vol.209 , pp. 381-391
    • Dong, W.P.1    Stout, K.J.2
  • 9
    • 25144490690 scopus 로고    scopus 로고
    • The investigation of the condition and faults of a spur gearbox using vibration and wear debris analysis techniques
    • Ebersbacha, S., Penga, Z. and Kessissogloub, N.J. (2006), “The investigation of the condition and faults of a spur gearbox using vibration and wear debris analysis techniques”, Wear, Vol. 260, pp. 16–24.
    • (2006) Wear , vol.260 , pp. 16-24
    • Ebersbacha, S.1    Penga, Z.2    Kessissogloub, N.J.3
  • 10
    • 0030062089 scopus 로고    scopus 로고
    • Determination of metallo-organic species in lubricating oil by electrothermal vaporization inductively coupled plasma mass spectrometry
    • Escobar, M.P., Smith, B.W. and Winefordner, J.D. (1996), “Determination of metallo-organic species in lubricating oil by electrothermal vaporization inductively coupled plasma mass spectrometry”, Anal. Chim. Acta, Vol. 320, pp. 11–17.
    • (1996) Anal. Chim. Acta , vol.320 , pp. 11-17
    • Escobar, M.P.1    Smith, B.W.2    Winefordner, J.D.3
  • 11
    • 84873204380 scopus 로고
    • Tribological wear in hydraulic systems
    • Fitch, E.C., Hong, I.T. and Xuan, J.L. (1987), “Tribological wear in hydraulic systems”, BFPR Journal, Vol. 21, p. 1154.
    • (1987) BFPR Journal , vol.21 , pp. 1154
    • Fitch, E.C.1    Hong, I.T.2    Xuan, J.L.3
  • 12
    • 52049086380 scopus 로고    scopus 로고
    • available at: (accessed 20 April).
    • HYDAC International (2006), Products, available at: www.hydac.com (accessed 20 April).
    • (2006) Products
  • 13
    • 38249003982 scopus 로고
    • Evaluation of oil samples from centrifugal separators
    • Jain, A., Biswas, S., Shrivastava, S. and Jagga, C.R. (1993), “Evaluation of oil samples from centrifugal separators”, Tribology International, Vol. 26 No. 4, pp. 237–40.
    • (1993) Tribology International , vol.26 , Issue.4 , pp. 237-240
    • Jain, A.1    Biswas, S.2    Shrivastava, S.3    Jagga, C.R.4
  • 14
    • 0029257014 scopus 로고
    • Computer image analysis of wear debris for machine condition monitoring and fault diagnosis
    • Kirk, T.B., Panzera, D., Anamalay, R.V. and Xu, Z.L. (1995), “Computer image analysis of wear debris for machine condition monitoring and fault diagnosis”, Wear, Vol. 181-183, pp. 717–22.
    • (1995) Wear , vol.181-183 , pp. 717-722
    • Kirk, T.B.1    Panzera, D.2    Anamalay, R.V.3    Xu, Z.L.4
  • 15
    • 0342910149 scopus 로고
    • Determination of wear metals in oil using energy dispersive X-ray spectrometry
    • Liu, Y.W., Harding, A.R. and Leyden, D.E. (1986), “Determination of wear metals in oil using energy dispersive X-ray spectrometry”, Anal. Chim. Acta, Vol. 180, pp. 349–55.
    • (1986) Anal. Chim. Acta , vol.180 , pp. 349-355
    • Liu, Y.W.1    Harding, A.R.2    Leyden, D.E.3
  • 16
    • 0035482706 scopus 로고    scopus 로고
    • The use of color in wear debris analysis
    • Myshkin, N.K., Kong, H., Grigoriev, A.Y. and Yoon, E.-S. (2001), “The use of color in wear debris analysis”, Wear, Vol. 251, pp. 1218–26.
    • (2001) Wear , vol.251 , pp. 1218-1226
    • Myshkin, N.K.1    Kong, H.2    Grigoriev, A.Y.3    Yoon, E.-S.4
  • 17
    • 17044445538 scopus 로고    scopus 로고
    • Classification of wear debris using a neural network
    • Myshkin, N.K., Kwon, O.K., Grigoriev, A.Y., Ahn, H.-S. and Kong, H. (1997), “Classification of wear debris using a neural network”, Wear, Vol. 203-204, pp. 658–62.
    • (1997) Wear , vol.203-204 , pp. 658-662
    • Myshkin, N.K.1    Kwon, O.K.2    Grigoriev, A.Y.3    Ahn, H.-S.4    Kong, H.5
  • 18
    • 0042564694 scopus 로고    scopus 로고
    • Wear monitoring based on the analysis of lubricant contamination by optical ferroanalyzer
    • Myshkin, N.K., Markova, L.V., Semenyuk, M.S., Kong, H., Han, H.-G. and Yoon, E.-S. (2003), “Wear monitoring based on the analysis of lubricant contamination by optical ferroanalyzer”, Wear, Vol. 255, pp. 1270–5.
    • (2003) Wear , vol.255 , pp. 1270-1275
    • Myshkin, N.K.1    Markova, L.V.2    Semenyuk, M.S.3    Kong, H.4    Han, H.-G.5    Yoon, E.-S.6
  • 19
    • 0003268105 scopus 로고
    • Filtration for wear control
    • ASME Press, New York, NY
    • Needelman, W.M. (1980), “Filtration for wear control”, Wear Control Handbook, ASME Press, New York, NY, pp. 507–82.
    • (1980) Wear Control Handbook , pp. 507-582
    • Needelman, W.M.1
  • 20
    • 84986060790 scopus 로고    scopus 로고
    • available at: (accessed 20 April).
    • PAMAS Products (2006), available at: www.pamas.de (accessed 20 April).
    • (2006)
  • 22
    • 0036557999 scopus 로고    scopus 로고
    • An integrated intelligence system for wear debris analysis
    • Peng, Z. (2002), “An integrated intelligence system for wear debris analysis”, Wear, Vol. 252, pp. 730–43.
    • (2002) Wear , vol.252 , pp. 730-743
    • Peng, Z.1
  • 23
    • 0042282607 scopus 로고    scopus 로고
    • Wear-debris analysis in expert systems
    • Peng, Z. and Goodwin, S. (2001), “Wear-debris analysis in expert systems”, Tribology Letters, Vol. 11 Nos 3/4, pp. 177–84.
    • (2001) Tribology Letters , vol.11 , Issue.3-4 , pp. 177-184
    • Peng, Z.1    Goodwin, S.2
  • 24
    • 0031200002 scopus 로고    scopus 로고
    • Two-dimensional fast Fourier transform and power spectrum for wear particle analysis
    • Peng, Z. and Kirk, T.B. (1997), “Two-dimensional fast Fourier transform and power spectrum for wear particle analysis”, Tribology International, Vol. 30 No. 8, pp. 583–90.
    • (1997) Tribology International , vol.30 , Issue.8 , pp. 583-590
    • Peng, Z.1    Kirk, T.B.2
  • 25
    • 0001250448 scopus 로고    scopus 로고
    • Automatic wear-particle classification using neural network
    • a
    • Peng, Z. and Kirk, T.B. (1998a), “Automatic wear-particle classification using neural network”, Tribology Letters, Vol. 5, pp. 249–57.
    • (1998) Tribology Letters , vol.5 , pp. 249-257
    • Peng, Z.1    Kirk, T.B.2
  • 26
    • 0032467698 scopus 로고    scopus 로고
    • Computer image analysis of wear particles in three-dimensions for machine condition monitoring
    • b
    • Peng, Z. and Kirk, T.B. (1998b), “Computer image analysis of wear particles in three-dimensions for machine condition monitoring”, Wear, Vol. 223, pp. 157–66.
    • (1998) Wear , vol.223 , pp. 157-166
    • Peng, Z.1    Kirk, T.B.2
  • 27
    • 0009092618 scopus 로고    scopus 로고
    • Wear particle classification in a fuzzy grey system
    • Peng, Z. and Kirk, T.B. (1999), “Wear particle classification in a fuzzy grey system”, Wear, Vol. 225-229, pp. 1238–47.
    • (1999) Wear , vol.225-229 , pp. 1238-1247
    • Peng, Z.1    Kirk, T.B.2
  • 28
    • 0032852589 scopus 로고    scopus 로고
    • 3-D imaging of surface topography of wear particles found in synovial joints
    • Podsiadlo, P. and Stachowiak, G.W. (1999), “3-D imaging of surface topography of wear particles found in synovial joints”, Wear, Vol. 230, pp. 184–93.
    • (1999) Wear , vol.230 , pp. 184-193
    • Podsiadlo, P.1    Stachowiak, G.W.2
  • 29
    • 0346483205 scopus 로고    scopus 로고
    • Scale-invariant analysis of wear particle morphology – a preliminary study
    • a
    • Podsiadlo, P. and Stachowiak, G.W. (2000a), “Scale-invariant analysis of wear particle morphology – a preliminary study”, Tribology International, Vol. 33, pp. 289–95.
    • (2000) Tribology International , vol.33 , pp. 289-295
    • Podsiadlo, P.1    Stachowiak, G.W.2
  • 30
    • 0034233009 scopus 로고    scopus 로고
    • Scale-invariant analysis of wear particle surface morphology III: pattern recognition
    • b
    • Podsiadlo, P. and Stachowiak, G.W. (2000b), “Scale-invariant analysis of wear particle surface morphology III: pattern recognition”, Wear, Vol. 242, pp. 189–201.
    • (2000) Wear , vol.242 , pp. 189-201
    • Podsiadlo, P.1    Stachowiak, G.W.2
  • 31
    • 0032642625 scopus 로고    scopus 로고
    • Condition monitoring of steam turbine-generator through contamination analysis of used lubricating oil
    • Prabhakaran, A. and Jagga, C.R. (1999), “Condition monitoring of steam turbine-generator through contamination analysis of used lubricating oil”, Tribology International, Vol. 32, pp. 145–52.
    • (1999) Tribology International , vol.32 , pp. 145-152
    • Prabhakaran, A.1    Jagga, C.R.2
  • 32
    • 23844532280 scopus 로고    scopus 로고
    • Wear particle analysis-utilization of quantitative computer image analysis: a review
    • Raadnui, S. (2005), “Wear particle analysis-utilization of quantitative computer image analysis: a review”, Tribology International, Vol. 38, pp. 871–8.
    • (2005) Tribology International , vol.38 , pp. 871-878
    • Raadnui, S.1
  • 35
    • 84986178965 scopus 로고
    • Predictive maintenance by ferrography
    • in Rigney, D.A. and Glaeser, W.A. (Eds), American Society for Metals, Metals Park, OH
    • Scott, D. and Westcott, V.C. (1978), “Predictive maintenance by ferrography”, in Rigney, D.A. and Glaeser, W.A. (Eds), Source Book on Wear Control Technology, American Society for Metals, Metals Park, OH, pp. 67–76.
    • (1978) Source Book on Wear Control Technology , pp. 67-76
    • Scott, D.1    Westcott, V.C.2
  • 36
    • 17544390891 scopus 로고    scopus 로고
    • Surface characterization of wear particles
    • Stachowiak, G.W. and Podsiadlo, P. (1999), “Surface characterization of wear particles”, Wear, Vol. 225-229, pp. 1171–85.
    • (1999) Wear , vol.225-229 , pp. 1171-1185
    • Stachowiak, G.W.1    Podsiadlo, P.2
  • 40
    • 0032052998 scopus 로고    scopus 로고
    • Characterization of wear particles and their relations with sliding conditions
    • Umeda, A. (1998), “Characterization of wear particles and their relations with sliding conditions”, Wear, Vol. 216 No. 2, pp. 220–8.
    • (1998) Wear , vol.216 , Issue.2 , pp. 220-228
    • Umeda, A.1
  • 41
    • 41149115346 scopus 로고    scopus 로고
    • available at: (accessed 11 December 2010).
    • Vahaoja, P. (2006), Oil Analysis in Machine Diagnostics, available at: http://herkules.oulu.fi/isbn9514280768/isbn9514280768.pdf (accessed 11 December 2010).
    • (2006) Oil Analysis in Machine Diagnostics
    • Vahaoja, P.1
  • 43
    • 28444442278 scopus 로고    scopus 로고
    • Determination of wear metals in lubrication oils: a comparison study of ICP-OES and FAAS
    • b
    • Vahaoja, P., Valimaki, I., Heino, K., Peromoki, P. and Kuokkanen, T. (2005b), “Determination of wear metals in lubrication oils: a comparison study of ICP-OES and FAAS”, Anal. Sci., Vol. 21, pp. 1365–9.
    • (2005) Anal. Sci. , vol.21 , pp. 1365-1369
    • Vahaoja, P.1    Valimaki, I.2    Heino, K.3    Peromoki, P.4    Kuokkanen, T.5
  • 44
    • 0023398565 scopus 로고
    • Wear-debris analysis as an integral component of machinery condition monitoring
    • Wright, G.J. and Neale, M.J. (1987), “Wear-debris analysis as an integral component of machinery condition monitoring”, Journal of The South African Institute of Mining and Metallurgy, Vol. 87 No. 8, pp. 253–60.
    • (1987) Journal of The South African Institute of Mining and Metallurgy , vol.87 , Issue.8 , pp. 253-260
    • Wright, G.J.1    Neale, M.J.2
  • 45
    • 0037429627 scopus 로고    scopus 로고
    • Determination of wear metals in engine oil by mild acid digestion and energy dispersive X-ray fluorescence spectrometry using solid phase extraction disks
    • Yang, Z., Hou, X. and Jones, B.T. (2003), “Determination of wear metals in engine oil by mild acid digestion and energy dispersive X-ray fluorescence spectrometry using solid phase extraction disks”, Talanta, Vol. 59, pp. 673–80.
    • (2003) Talanta , vol.59 , pp. 673-680
    • Yang, Z.1    Hou, X.2    Jones, B.T.3
  • 46
    • 0041568398 scopus 로고    scopus 로고
    • The use of the fractal description to characterize engineering surfaces and wear particles
    • Yuan, C.Q., Li, J., Yan, X.P. and Peng, Z. (2003), “The use of the fractal description to characterize engineering surfaces and wear particles”, Wear, Vol. 255, pp. 315–26.
    • (2003) Wear , vol.255 , pp. 315-326
    • Yuan, C.Q.1    Li, J.2    Yan, X.P.3    Peng, Z.4
  • 47
    • 8844263951 scopus 로고    scopus 로고
    • The characterization of wear transitions in sliding wear process contaminated with silica and iron powder
    • Yuan, C.Q., Peng, Z., Zhou, X.C. and Yan, X.P. (2005), “The characterization of wear transitions in sliding wear process contaminated with silica and iron powder”, Tribology International, Vol. 38, pp. 129–43.
    • (2005) Tribology International , vol.38 , pp. 129-143
    • Yuan, C.Q.1    Peng, Z.2    Zhou, X.C.3    Yan, X.P.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.